Company

About Liformatics

Liformatics is a technology consulting, research and development company based in Punjab, India. We work on problems where the answer is not yet known and has to be found by experiment before it can be built.

Mission

Turn research into systems that can be operated

Useful methods in machine learning, security, robotics, quantum computing and optical wireless communication appear in research literature years before most organisations can use them. The obstacle is rarely the idea. It is the engineering between a published method and a system that runs every day on real data, inside real constraints.

Our mission is to do that engineering. We assess whether a method fits the problem, test it against a baseline, build it to production standard and hand it over in a form the client can operate without us.

We work from Vill. Taunsa in Nawanshahar district, Punjab, India, with CTOs, R&D heads, founders, government buyers, universities and industrial clients in manufacturing, healthcare, agriculture and telecom. The five practices are described on the services page.

Approach

How we run an engagement

The same method applies whether the work is a two-week review or a year-long build.

Evidence before build

A feasibility question is answered with an experiment and a baseline. We commit to a full build only after the prototype meets criteria that were written down in advance.

Written decisions

Scope, assumptions, evaluation protocols, threat models and architecture choices are recorded in short documents that you review. Anyone joining the project later can see why a decision was made.

Small, reversible steps

Work is released in milestones with a rollback path. Each stage ends at a point where you can stop, change direction or continue.

Handover by default

Source code, infrastructure definitions, tests and runbooks are delivered as part of the work, so that your team is able to maintain the system.

Values

What we hold ourselves to

Honesty about limits. We say when a technology is not ready, when a simpler method is enough, and when a problem is outside our competence.
Reproducibility. A result counts when someone else can rerun it from versioned code, data and configuration.
Security and privacy from the first design. We collect the minimum data, control access to it and delete it on the agreed schedule.
Plain language. Reports are written for the person who has to make the decision, with the technical detail in an appendix.
Respect for the client's budget. We propose the smallest engagement that answers the question.

Research focus

Questions we keep working on

Client work and internal study feed each other. These are the topics our engineers return to between projects.

Trustworthy evaluation of machine learning

Leakage-free dataset splits, cross-dataset testing, calibrated uncertainty and conformal prediction, so that reported accuracy reflects field performance.

Related service

Security of AI and connected systems

Adversarial robustness, intrusion detection with learned models, and protection of IoT and industrial networks.

Related service

Field robotics and perception

Perception and navigation for unstructured environments such as farms and mixed indoor sites, and aerial mapping of crop condition.

Related service

Hybrid quantum-classical methods

Benchmarking of variational quantum algorithms against classical baselines on current hardware, and migration to post-quantum cryptography.

Related service

Optical wireless and hybrid networks

Link design and resource allocation for networks that combine Li-Fi with radio, including indoor and greenhouse settings.

Related service

Optimisation for engineering design

Multi-objective and nature-inspired optimisation applied to model selection, controller tuning and network design.

Related service

Our team

The Liformatics engineering team works across all five service areas. Work is assigned by problem, not by department: a robotics engagement draws on the engineers who build perception models and on those who review its security, and a Li-Fi design is checked by the people who will test the network around it. Engineers review each other's designs and code, and the engineer who scopes a project stays with it through delivery.